{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1c0418df-1e85-4e45-8d9b-ad0b0f976888",
   "metadata": {},
   "source": [
    "# Auto-detected `orientation=\"y\"`\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e6e9b70b-0c73-46e7-9d3c-1b8235fb9435",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"FVLiKu\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"library\">\n",
       "       if(!window.letsPlotCallQueue) {\n",
       "           window.letsPlotCallQueue = [];\n",
       "       }; \n",
       "       window.letsPlotCall = function(f) {\n",
       "           window.letsPlotCallQueue.push(f);\n",
       "       };\n",
       "       (function() {\n",
       "           var script = document.createElement(\"script\");\n",
       "           script.type = \"text/javascript\";\n",
       "           script.src = \"https://cdn.jsdelivr.net/gh/JetBrains/lets-plot@v4.3.1/js-package/distr/lets-plot.min.js\";\n",
       "           script.onload = function() {\n",
       "               window.letsPlotCall = function(f) {f();};\n",
       "               window.letsPlotCallQueue.forEach(function(f) {f();});\n",
       "               window.letsPlotCallQueue = [];\n",
       "               \n",
       "               \n",
       "           };\n",
       "           script.onerror = function(event) {\n",
       "               window.letsPlotCall = function(f) {};\n",
       "               window.letsPlotCallQueue = [];\n",
       "               var div = document.createElement(\"div\");\n",
       "               div.style.color = 'darkred';\n",
       "               div.textContent = 'Error loading Lets-Plot JS';\n",
       "               document.getElementById(\"FVLiKu\").appendChild(div);\n",
       "           };\n",
       "           var e = document.getElementById(\"FVLiKu\");\n",
       "           e.appendChild(script);\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "            <div id=\"kotlin_out_0\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                            if(!window.kotlinQueues) {\n",
       "                window.kotlinQueues = {};\n",
       "            }\n",
       "            if(!window.kotlinQueues[\"DataFrame\"]) {\n",
       "                var resQueue = [];\n",
       "                window.kotlinQueues[\"DataFrame\"] = resQueue;\n",
       "                window[\"call_DataFrame\"] = function(f) {\n",
       "                    resQueue.push(f);\n",
       "                }\n",
       "            }\n",
       "            (function (){\n",
       "                var modifiers = [(function(script) {\n",
       "    script.src = \"https://cdn.jsdelivr.net/gh/Kotlin/dataframe@3db46ccccaa1291c0627307d64133317f545e6ae/core/src/main/resources/init.js\"\n",
       "    script.type = \"text/javascript\";\n",
       "})];\n",
       "                var e = document.getElementById(\"kotlin_out_0\");\n",
       "                modifiers.forEach(function (gen) {\n",
       "                    var script = document.createElement(\"script\");\n",
       "                    gen(script)\n",
       "                    script.addEventListener(\"load\", function() {\n",
       "                        window[\"call_DataFrame\"] = function(f) {f();};\n",
       "                        window.kotlinQueues[\"DataFrame\"].forEach(function(f) {f();});\n",
       "                        window.kotlinQueues[\"DataFrame\"] = [];\n",
       "                    }, false);\n",
       "                    script.addEventListener(\"error\", function() {\n",
       "                        window[\"call_DataFrame\"] = function(f) {};\n",
       "                        window.kotlinQueues[\"DataFrame\"] = [];\n",
       "                        var div = document.createElement(\"div\");\n",
       "                        div.style.color = 'darkred';\n",
       "                        div.textContent = 'Error loading resource DataFrame';\n",
       "                        document.getElementById(\"kotlin_out_0\").appendChild(div);\n",
       "                    }, false);\n",
       "                    \n",
       "                    e.appendChild(script);\n",
       "                });\n",
       "            })();\n",
       "            </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "                <style>\n",
       "                :root {\n",
       "    --background: #fff;\n",
       "    --background-odd: #f5f5f5;\n",
       "    --background-hover: #d9edfd;\n",
       "    --header-text-color: #474747;\n",
       "    --text-color: #848484;\n",
       "    --text-color-dark: #000;\n",
       "    --text-color-medium: #737373;\n",
       "    --text-color-pale: #b3b3b3;\n",
       "    --inner-border-color: #aaa;\n",
       "    --bold-border-color: #000;\n",
       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
       "    --inner-border-color: #707070;\n",
       "    --bold-border-color: #777777;\n",
       "    --link-color: #008dc0;\n",
       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
       "}\n",
       "\n",
       "p.dataframe_description {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe {\n",
       "    font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
       "}\n",
       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
       "}\n",
       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
       "}\n",
       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(even) {\n",
       "    background: var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:hover {\n",
       "    background: var(--background-hover);\n",
       "}\n",
       "\n",
       "table.dataframe a {\n",
       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover > td a {\n",
       "    color: var(--link-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightAlign {\n",
       "    text-align: right;\n",
       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "/* formatting */\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       "                </style>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%useLatestDescriptors\n",
    "%use lets-plot\n",
    "%use dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "675df112-673b-489b-a434-328352f39405",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Lets-Plot Kotlin API v.4.7.1. Frontend: Notebook with dynamically loaded JS. Lets-Plot JS v.4.3.1."
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LetsPlot.getInfo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c09b40e6-80d8-4619-9b06-ede0cb2dff02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/kotlindataframe+json": "{\"nrow\":3,\"ncol\":6,\"columns\":[\"country\",\"continent\",\"year\",\"lifeExp\",\"pop\",\"gdpPercap\"],\"kotlin_dataframe\":[{\"country\":\"Afghanistan\",\"continent\":\"Asia\",\"year\":1952,\"lifeExp\":28.801,\"pop\":8425333,\"gdpPercap\":779.4453145},{\"country\":\"Afghanistan\",\"continent\":\"Asia\",\"year\":1957,\"lifeExp\":30.332,\"pop\":9240934,\"gdpPercap\":820.8530296},{\"country\":\"Afghanistan\",\"continent\":\"Asia\",\"year\":1962,\"lifeExp\":31.997,\"pop\":10267083,\"gdpPercap\":853.10071}]}",
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                :root {\n",
       "    --background: #fff;\n",
       "    --background-odd: #f5f5f5;\n",
       "    --background-hover: #d9edfd;\n",
       "    --header-text-color: #474747;\n",
       "    --text-color: #848484;\n",
       "    --text-color-dark: #000;\n",
       "    --text-color-medium: #737373;\n",
       "    --text-color-pale: #b3b3b3;\n",
       "    --inner-border-color: #aaa;\n",
       "    --bold-border-color: #000;\n",
       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
       "    --inner-border-color: #707070;\n",
       "    --bold-border-color: #777777;\n",
       "    --link-color: #008dc0;\n",
       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
       "}\n",
       "\n",
       "p.dataframe_description {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe {\n",
       "    font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
       "}\n",
       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
       "}\n",
       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
       "}\n",
       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(even) {\n",
       "    background: var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:hover {\n",
       "    background: var(--background-hover);\n",
       "}\n",
       "\n",
       "table.dataframe a {\n",
       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover > td a {\n",
       "    color: var(--link-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightAlign {\n",
       "    text-align: right;\n",
       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "/* formatting */\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       ":root {\n",
       "    --background: #fff;\n",
       "    --background-odd: #f5f5f5;\n",
       "    --background-hover: #d9edfd;\n",
       "    --header-text-color: #474747;\n",
       "    --text-color: #848484;\n",
       "    --text-color-dark: #000;\n",
       "    --text-color-medium: #737373;\n",
       "    --text-color-pale: #b3b3b3;\n",
       "    --inner-border-color: #aaa;\n",
       "    --bold-border-color: #000;\n",
       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
       "    --inner-border-color: #707070;\n",
       "    --bold-border-color: #777777;\n",
       "    --link-color: #008dc0;\n",
       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
       "}\n",
       "\n",
       "p.dataframe_description {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe {\n",
       "    font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
       "}\n",
       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
       "}\n",
       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
       "}\n",
       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(even) {\n",
       "    background: var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:hover {\n",
       "    background: var(--background-hover);\n",
       "}\n",
       "\n",
       "table.dataframe a {\n",
       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover > td a {\n",
       "    color: var(--link-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightAlign {\n",
       "    text-align: right;\n",
       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "/* formatting */\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_-150994944\"></table>\n",
       "\n",
       "<p class=\"dataframe_description\">DataFrame: rowsCount = 3, columnsCount = 6</p>\n",
       "<table class=\"dataframe\" id=\"static_df_-150994943\"><thead><tr><th class=\"bottomBorder\" style=\"text-align:left\">country</th><th class=\"bottomBorder\" style=\"text-align:left\">continent</th><th class=\"bottomBorder\" style=\"text-align:left\">year</th><th class=\"bottomBorder\" style=\"text-align:left\">lifeExp</th><th class=\"bottomBorder\" style=\"text-align:left\">pop</th><th class=\"bottomBorder\" style=\"text-align:left\">gdpPercap</th></tr></thead><tbody><tr><td  style=\"vertical-align:top\">Afghanistan</td><td  style=\"vertical-align:top\">Asia</td><td  style=\"vertical-align:top\">1952</td><td  style=\"vertical-align:top\">28.801000</td><td  style=\"vertical-align:top\">8425333</td><td  style=\"vertical-align:top\">779.445315</td></tr><tr><td  style=\"vertical-align:top\">Afghanistan</td><td  style=\"vertical-align:top\">Asia</td><td  style=\"vertical-align:top\">1957</td><td  style=\"vertical-align:top\">30.332000</td><td  style=\"vertical-align:top\">9240934</td><td  style=\"vertical-align:top\">820.853030</td></tr><tr><td  style=\"vertical-align:top\">Afghanistan</td><td  style=\"vertical-align:top\">Asia</td><td  style=\"vertical-align:top\">1962</td><td  style=\"vertical-align:top\">31.997000</td><td  style=\"vertical-align:top\">10267083</td><td  style=\"vertical-align:top\">853.100710</td></tr></tbody></table>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"country: String\\\">country</span>\", children: [], rightAlign: false, values: [\"Afghanistan\",\"Afghanistan\",\"Afghanistan\"] }, \n",
       "{ name: \"<span title=\\\"continent: String\\\">continent</span>\", children: [], rightAlign: false, values: [\"Asia\",\"Asia\",\"Asia\"] }, \n",
       "{ name: \"<span title=\\\"year: Int\\\">year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1952</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1957</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1962</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"lifeExp: Double\\\">lifeExp</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">28.801</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">30.332</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">31.997</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"pop: Int\\\">pop</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">8425333</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">9240934</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">10267083</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"gdpPercap: Double\\\">gdpPercap</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">779.445315</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">820.853030</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">853.100710</span></span>\"] }, \n",
       "], id: -150994944, rootId: -150994944, totalRows: 3 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(-150994944) });\n",
       "\n",
       "document.getElementById(\"static_df_-150994943\").style.display = \"none\";\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val df = DataFrame.readCSV(\"https://raw.githubusercontent.com/JetBrains/lets-plot-docs/master/data/gapminder.csv\")\n",
    "val albaniaDf = df.filter { it[\"country\"] == \"Albania\" }\n",
    "\n",
    "df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "699f343d-bd40-4e2c-a073-c5290d2e486b",
   "metadata": {},
   "outputs": [],
   "source": [
    "val data = df.toMap()\n",
    "val albaniaData = albaniaDf.toMap()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8030d842-d477-4d00-b9da-0b5565702fca",
   "metadata": {},
   "source": [
    "#### 1. How Does Auto-detection of `orientation=\"y\"` Work"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "34cb1515-f432-493f-a5aa-8ba81db01898",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"APGM5d\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"layout\":{\n",
       "\"name\":\"grid\",\n",
       "\"ncol\":2,\n",
       "\"nrow\":1,\n",
       "\"fit\":true,\n",
       "\"align\":false\n",
       "},\n",
       "\"figures\":[{\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Default\"\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"continent\",\n",
       "\"y\":\"pop\",\n",
       "\"fill\":\"continent\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"count\",\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"bar\",\n",
       "\"data\":{\n",
       "\"pop\":[396.0,360.0,624.0,300.0,24.0],\n",
       "\"continent\":[\"Asia\",\"Europe\",\"Africa\",\"Americas\",\"Oceania\"]\n",
       "}\n",
       "}]\n",
       "},{\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Automatic setting orientation=\\\"y\\\"\"\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"pop\",\n",
       "\"y\":\"continent\",\n",
       "\"fill\":\"continent\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"count\",\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"bar\",\n",
       "\"orientation\":\"y\",\n",
       "\"data\":{\n",
       "\"continent\":[\"Asia\",\"Europe\",\"Africa\",\"Americas\",\"Oceania\"],\n",
       "\"pop\":[396.0,360.0,624.0,300.0,24.0]\n",
       "}\n",
       "}]\n",
       "}],\n",
       "\"kind\":\"subplots\"\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"APGM5d\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gggrid(listOf(\n",
    "    letsPlot(data) { x = \"continent\"; y = \"pop\"; fill = \"continent\" } + geomBar() + ggtitle(\"Default\"),\n",
    "    letsPlot(data) { x = \"pop\"; y = \"continent\"; fill = \"continent\" } + geomBar() + ggtitle(\"Automatic setting orientation=\\\"y\\\"\")\n",
    "), ncol = 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8bea57bf-d77b-4009-bdf5-87980228f107",
   "metadata": {},
   "source": [
    "#### 2. Marking by `asDiscrete()`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99e8238b-cb28-4285-8c22-b4ce900ee732",
   "metadata": {},
   "source": [
    "If you're using continuous data for the Y-axis, the plot may be incorrect. Try marking the Y-axis data with the `asDiscrete()` function, this will rotate your geom."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2b2b5994-dcaf-44d5-89c2-dce4359852ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"ig5f6B\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"layout\":{\n",
       "\"name\":\"grid\",\n",
       "\"ncol\":2,\n",
       "\"nrow\":1,\n",
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       "\"align\":false\n",
       "},\n",
       "\"figures\":[{\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"x\":\"lifeExp\",\n",
       "\"y\":\"year\"\n",
       "},\n",
       "\"stat\":\"sum\",\n",
       "\"size\":0.0,\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"bar\",\n",
       "\"data\":{\n",
       "\"..n..\":[1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0],\n",
       "\"year\":[1952.0,1957.0,1962.0,1967.0,1972.0,1977.0,1982.0,1987.0,1992.0,1997.0,2002.0,2007.0],\n",
       "\"lifeExp\":[55.23,59.28,64.82,66.22,67.69,68.93,70.42,72.0,71.581,72.95,75.651,76.423]\n",
       "}\n",
       "}],\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[]\n",
       "},{\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"x\":\"lifeExp\",\n",
       "\"y\":\"year\"\n",
       "},\n",
       "\"stat\":\"sum\",\n",
       "\"size\":0.0,\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"bar\",\n",
       "\"data_meta\":{\n",
       "\"mapping_annotations\":[{\n",
       "\"aes\":\"y\",\n",
       "\"annotation\":\"as_discrete\",\n",
       "\"parameters\":{\n",
       "\"label\":\"year\"\n",
       "}\n",
       "}]\n",
       "},\n",
       "\"orientation\":\"y\",\n",
       "\"data\":{\n",
       "\"..n..\":[1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0],\n",
       "\"year\":[1952.0,1957.0,1962.0,1967.0,1972.0,1977.0,1982.0,1987.0,1992.0,1997.0,2002.0,2007.0],\n",
       "\"lifeExp\":[55.23,59.28,64.82,66.22,67.69,68.93,70.42,72.0,71.581,72.95,75.651,76.423]\n",
       "}\n",
       "}],\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[]\n",
       "}],\n",
       "\"kind\":\"subplots\"\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"ig5f6B\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gggrid(listOf(\n",
    "    letsPlot(albaniaData) + geomBar(stat = Stat.sum(), size = 0) { x = \"lifeExp\"; y = \"year\" },\n",
    "    letsPlot(albaniaData) + geomBar(stat = Stat.sum(), size = 0) { x = \"lifeExp\"; y = asDiscrete(\"year\") }\n",
    "), ncol = 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d242a67e-1988-4413-a1c8-26677b206b6b",
   "metadata": {},
   "source": [
    "#### 3. Other \"Oriented\" Geometries are Also Supported"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2f262b06-3d12-47e0-b8d6-b47182b4e5fe",
   "metadata": {},
   "outputs": [
    {
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       "}\n",
       "}],\n",
       "\"mapping\":{\n",
       "\"x\":\"lifeExp\",\n",
       "\"y\":\"continent\",\n",
       "\"fill\":\"continent\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[]\n",
       "},{\n",
       "\"mapping\":{\n",
       "\"x\":\"year\",\n",
       "\"y\":\"lifeExp\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"sum\",\n",
       "\"size\":2.0,\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"lollipop\",\n",
       "\"data\":{\n",
       "\"..n..\":[1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0],\n",
       "\"year\":[1952.0,1957.0,1962.0,1967.0,1972.0,1977.0,1982.0,1987.0,1992.0,1997.0,2002.0,2007.0],\n",
       "\"lifeExp\":[55.23,59.28,64.82,66.22,67.69,68.93,70.42,72.0,71.581,72.95,75.651,76.423]\n",
       "}\n",
       "}],\n",
       "\"data_meta\":{\n",
       "\"mapping_annotations\":[{\n",
       "\"aes\":\"x\",\n",
       "\"annotation\":\"as_discrete\",\n",
       "\"parameters\":{\n",
       "\"label\":\"year\"\n",
       "}\n",
       "}]\n",
       "}\n",
       "},{\n",
       "\"mapping\":{\n",
       "\"x\":\"lifeExp\",\n",
       "\"y\":\"year\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"sum\",\n",
       "\"size\":2.0,\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"lollipop\",\n",
       "\"orientation\":\"y\",\n",
       "\"data\":{\n",
       "\"..n..\":[1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0],\n",
       "\"year\":[1952.0,1957.0,1962.0,1967.0,1972.0,1977.0,1982.0,1987.0,1992.0,1997.0,2002.0,2007.0],\n",
       "\"lifeExp\":[55.23,59.28,64.82,66.22,67.69,68.93,70.42,72.0,71.581,72.95,75.651,76.423]\n",
       "}\n",
       "}],\n",
       "\"data_meta\":{\n",
       "\"mapping_annotations\":[{\n",
       "\"aes\":\"y\",\n",
       "\"annotation\":\"as_discrete\",\n",
       "\"parameters\":{\n",
       "\"label\":\"year\"\n",
       "}\n",
       "}]\n",
       "}\n",
       "}],\n",
       "\"kind\":\"subplots\"\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"qWANEN\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gggrid(listOf(\n",
    "    letsPlot(data) { x = \"continent\"; y = \"lifeExp\"; fill = \"continent\" } + geomBoxplot(),\n",
    "    letsPlot(data) { x = \"lifeExp\"; y = \"continent\"; fill = \"continent\" } + geomBoxplot(),\n",
    "    letsPlot(data) { x = \"continent\"; y = \"lifeExp\"; fill = \"continent\" } + geomViolin(),\n",
    "    letsPlot(data) { x = \"lifeExp\"; y = \"continent\"; fill = \"continent\" } + geomViolin(),\n",
    "    letsPlot(albaniaData) { x = asDiscrete(\"year\"); y = \"lifeExp\" } + geomLollipop(stat = Stat.sum(), size = 2),\n",
    "    letsPlot(albaniaData) { x = \"lifeExp\"; y = asDiscrete(\"year\") } + geomLollipop(stat = Stat.sum(), size = 2),\n",
    "), ncol = 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff2f39bb-e1c1-4950-9673-1f972152f250",
   "metadata": {},
   "source": [
    "#### 4. `stat = Stat.boxplot()`, `stat = Stat.boxplotOutlier()`, `statSummary()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ee04a709-1c45-4581-95c3-8628716d6775",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"gPDPrA\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"layout\":{\n",
       "\"name\":\"grid\",\n",
       "\"ncol\":2,\n",
       "\"nrow\":3,\n",
       "\"fit\":true,\n",
       "\"align\":false\n",
       "},\n",
       "\"figures\":[{\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"boxplot\",\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"pointrange\",\n",
       "\"data\":{\n",
       "\"..middle..\":[61.7915,72.241,47.792,73.66499999999999,67.048],\n",
       "\"continent\":[\"Asia\",\"Europe\",\"Africa\",\"Oceania\",\"Americas\"],\n",
       "\"..upper..\":[69.51050000000001,75.45599999999999,54.416,77.555,71.717],\n",
       "\"..ymax..\":[82.603,81.757,72.301,81.235,80.653],\n",
       "\"..lower..\":[51.3955,69.56,42.361000000000004,71.16999999999999,58.373000000000005],\n",
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       "\"lifeExp\":[NaN,55.23,59.28,53.82,58.45,59.6,59.164,59.82,57.996,43.585,48.079,52.098,54.336,57.005,59.507,72.737,73.952,72.801,73.615,74.772,75.744,76.442,23.599,73.042,73.923,NaN,37.579]\n",
       "}\n",
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       "\"mapping\":{\n",
       "\"x\":\"lifeExp\",\n",
       "\"y\":\"continent\"\n",
       "},\n",
       "\"data\":{\n",
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       "\"kind\":\"plot\",\n",
       "\"scales\":[]\n",
       "},{\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"summary\",\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"pointrange\",\n",
       "\"data\":{\n",
       "\"continent\":[\"Asia\",\"Europe\",\"Africa\",\"Americas\",\"Oceania\"],\n",
       "\"..ymax..\":[82.603,81.757,76.442,80.653,81.235],\n",
       "\"..ymin..\":[28.801,43.585,23.599,37.579,69.12],\n",
       "\"lifeExp\":[60.06490323232316,71.90368611111103,48.86533012820508,64.65873666666667,74.32620833333331]\n",
       "}\n",
       "}],\n",
       "\"mapping\":{\n",
       "\"x\":\"continent\",\n",
       "\"y\":\"lifeExp\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[]\n",
       "},{\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"summary\",\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"pointrange\",\n",
       "\"orientation\":\"y\",\n",
       "\"data\":{\n",
       "\"continent\":[\"Asia\",\"Europe\",\"Africa\",\"Americas\",\"Oceania\"],\n",
       "\"..ymax..\":[82.603,81.757,76.442,80.653,81.235],\n",
       "\"..ymin..\":[28.801,43.585,23.599,37.579,69.12],\n",
       "\"lifeExp\":[60.06490323232316,71.90368611111103,48.86533012820508,64.65873666666667,74.32620833333331]\n",
       "}\n",
       "}],\n",
       "\"mapping\":{\n",
       "\"x\":\"lifeExp\",\n",
       "\"y\":\"continent\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[]\n",
       "}],\n",
       "\"kind\":\"subplots\"\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"gPDPrA\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gggrid(listOf(\n",
    "    letsPlot(data) { x = \"continent\"; y = \"lifeExp\" } + geomPointRange(stat = Stat.boxplot()),\n",
    "    letsPlot(data) { x = \"lifeExp\"; y = \"continent\" } + geomPointRange(stat = Stat.boxplot()),\n",
    "    letsPlot(data) { x = \"continent\"; y = \"lifeExp\" } + geomPointRange(stat = Stat.boxplot()),\n",
    "    letsPlot(data) { x = \"lifeExp\"; y = \"continent\" } + geomPointRange(stat = Stat.boxplotOutlier()),\n",
    "    letsPlot(data) { x = \"continent\"; y = \"lifeExp\" } + statSummary(),\n",
    "    letsPlot(data) { x = \"lifeExp\"; y = \"continent\" } + statSummary()\n",
    "), ncol = 2)"
   ]
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